| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Aberdeen Cougars | USHS-W | 18 | 13 | 8 | 21 | 1.167 | 0.3508 | 0.3508 | — | — |
| 2014-15 | Aberdeen Cougars | USHS-W | 21 | 38 | 24 | 62 | 2.952 | 0.8878 | 0.8878 | — | — |
| 2015-16 | Aberdeen Cougars | USHS-W | 21 | 47 | 30 | 77 | 3.667 | 1.1026 | 1.1026 | — | — |
| 2016-17 | Aberdeen Cougars | USHS-W | 21 | 47 | 36 | 83 | 3.952 | 1.1885 | 1.1885 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Gustavus Adolphus | D3 | MIAC | — | 27 | 19 | 11 | 30 | 1.111 |
| 2022-23 | Gustavus Adolphus | D3 | MIAC | — | 30 | 20 | 16 | 36 | 1.200 |
| 2021-22 | Gustavus Adolphus | D3 | MIAC | — | 31 | 13 | 27 | 40 | 1.290 |
| 2020-21 | Gustavus Adolphus | D3 | MIAC | — | 5 | 2 | 4 | 6 | 1.200 |
| 2019-20 | Gustavus Adolphus | D3 | MIAC | — | 28 | 19 | 10 | 29 | 1.036 |
How to read this: NCAAe and D3e factors convert a player's junior PPG into expected NCAA scoring at the D1 or D3 level. Harder conferences → lower projected PPG for the same player. A strong junior player (e.g. USHL 0.90 PPG) will project much higher in NESCAC than Big Ten because the D3 scoring environment is lower-difficulty.
Strength factor: conferences above 1.0 are harder than average; below 1.0 are easier. The formula is: Base NCAAe PPG ÷ Conference Strength = Projected PPG.